Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 583 |
| Missing cells | 4 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 13 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 50.2 KiB |
| Average record size in memory | 88.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 2 |
| Dataset has 13 (2.2%) duplicate rows | Duplicates |
Total_Bilirubin is highly overall correlated with Direct_Bilirubin and 1 other fields |
High correlation |
Direct_Bilirubin is highly overall correlated with Total_Bilirubin and 1 other fields |
High correlation |
Alamine_Aminotransferase is highly overall correlated with Aspartate_Aminotransferase |
High correlation |
Aspartate_Aminotransferase is highly overall correlated with Total_Bilirubin and 2 other fields |
High correlation |
Total_Protiens is highly overall correlated with Albumin |
High correlation |
Albumin is highly overall correlated with Total_Protiens and 1 other fields |
High correlation |
Albumin_and_Globulin_Ratio is highly overall correlated with Albumin |
High correlation |
Reproduction
| Analysis started | 2023-03-24 12:25:30.310062 |
|---|---|
| Analysis finished | 2023-03-24 12:25:39.308344 |
| Duration | 9 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.746141 |
| Minimum | 4 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 33 |
| median | 45 |
| Q3 | 58 |
| 95-th percentile | 72 |
| Maximum | 90 |
| Range | 86 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 16.189833 |
|---|---|
| Coefficient of variation (CV) | 0.36181519 |
| Kurtosis | -0.56006564 |
| Mean | 44.746141 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.029385313 |
| Sum | 26087 |
| Variance | 262.1107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 34 | 5.8% |
| 45 | 25 | 4.3% |
| 50 | 23 | 3.9% |
| 42 | 21 | 3.6% |
| 38 | 21 | 3.6% |
| 32 | 20 | 3.4% |
| 48 | 20 | 3.4% |
| 55 | 18 | 3.1% |
| 65 | 17 | 2.9% |
| 40 | 17 | 2.9% |
| Other values (62) | 367 |
| Value | Count | Frequency (%) |
| 4 | 2 | |
| 6 | 1 | 0.2% |
| 7 | 2 | |
| 8 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 11 | 1 | 0.2% |
| 12 | 2 | |
| 13 | 4 | |
| 14 | 2 | |
| 15 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.2% |
| 85 | 1 | 0.2% |
| 84 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 75 | 14 | |
| 74 | 4 | 0.7% |
| 73 | 2 | 0.3% |
| 72 | 8 | |
| 70 | 9 | |
| 69 | 2 | 0.3% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.7 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.4871355 |
| Min length | 4 |
Characters and Unicode
| Total characters | 2616 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 441 | |
| Female | 142 | 24.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 441 | |
| female | 142 | 24.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 725 | |
| a | 583 | |
| l | 583 | |
| M | 441 | |
| F | 142 | 5.4% |
| m | 142 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2033 | |
| Uppercase Letter | 583 | 22.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 725 | |
| a | 583 | |
| l | 583 | |
| m | 142 | 7.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 441 | |
| F | 142 | 24.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2616 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 725 | |
| a | 583 | |
| l | 583 | |
| M | 441 | |
| F | 142 | 5.4% |
| m | 142 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2616 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 725 | |
| a | 583 | |
| l | 583 | |
| M | 441 | |
| F | 142 | 5.4% |
| m | 142 | 5.4% |
Total_Bilirubin
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2987993 |
| Minimum | 0.4 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 0.8 |
| median | 1 |
| Q3 | 2.6 |
| 95-th percentile | 16.35 |
| Maximum | 75 |
| Range | 74.6 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 6.2095217 |
|---|---|
| Coefficient of variation (CV) | 1.8823581 |
| Kurtosis | 37.163792 |
| Mean | 3.2987993 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 4.907474 |
| Sum | 1923.2 |
| Variance | 38.55816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8 | 91 | |
| 0.7 | 77 | 13.2% |
| 0.9 | 57 | 9.8% |
| 0.6 | 46 | 7.9% |
| 1 | 28 | 4.8% |
| 1.1 | 19 | 3.3% |
| 1.8 | 14 | 2.4% |
| 1.4 | 13 | 2.2% |
| 1.3 | 12 | 2.1% |
| 1.7 | 11 | 1.9% |
| Other values (103) | 215 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.2% |
| 0.5 | 5 | 0.9% |
| 0.6 | 46 | |
| 0.7 | 77 | |
| 0.8 | 91 | |
| 0.9 | 57 | |
| 1 | 28 | 4.8% |
| 1.1 | 19 | 3.3% |
| 1.2 | 8 | 1.4% |
| 1.3 | 12 | 2.1% |
| Value | Count | Frequency (%) |
| 75 | 1 | |
| 42.8 | 1 | |
| 32.6 | 1 | |
| 30.8 | 1 | |
| 30.5 | 2 | |
| 27.7 | 1 | |
| 27.2 | 1 | |
| 26.3 | 1 | |
| 25 | 1 | |
| 23.3 | 1 |
Direct_Bilirubin
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4861063 |
| Minimum | 0.1 |
|---|---|
| Maximum | 19.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.3 |
| Q3 | 1.3 |
| 95-th percentile | 8.4 |
| Maximum | 19.7 |
| Range | 19.6 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 2.8084976 |
|---|---|
| Coefficient of variation (CV) | 1.8898362 |
| Kurtosis | 11.352529 |
| Mean | 1.4861063 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 3.2124029 |
| Sum | 866.4 |
| Variance | 7.8876589 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 194 | |
| 0.1 | 63 | 10.8% |
| 0.3 | 51 | 8.7% |
| 0.8 | 22 | 3.8% |
| 0.4 | 21 | 3.6% |
| 0.5 | 20 | 3.4% |
| 0.6 | 16 | 2.7% |
| 1 | 13 | 2.2% |
| 1.3 | 12 | 2.1% |
| 0.7 | 11 | 1.9% |
| Other values (70) | 160 |
| Value | Count | Frequency (%) |
| 0.1 | 63 | 10.8% |
| 0.2 | 194 | |
| 0.3 | 51 | 8.7% |
| 0.4 | 21 | 3.6% |
| 0.5 | 20 | 3.4% |
| 0.6 | 16 | 2.7% |
| 0.7 | 11 | 1.9% |
| 0.8 | 22 | 3.8% |
| 0.9 | 7 | 1.2% |
| 1 | 13 | 2.2% |
| Value | Count | Frequency (%) |
| 19.7 | 1 | |
| 18.3 | 1 | |
| 17.1 | 1 | |
| 14.2 | 1 | |
| 14.1 | 1 | |
| 13.7 | 1 | |
| 12.8 | 1 | |
| 12.6 | 2 | |
| 12.1 | 1 | |
| 11.8 | 2 |
Alkaline_Phosphotase
Real number (ℝ)
| Distinct | 263 |
|---|---|
| Distinct (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290.57633 |
| Minimum | 63 |
|---|---|
| Maximum | 2110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 137 |
| Q1 | 175.5 |
| median | 208 |
| Q3 | 298 |
| 95-th percentile | 698.1 |
| Maximum | 2110 |
| Range | 2047 |
| Interquartile range (IQR) | 122.5 |
Descriptive statistics
| Standard deviation | 242.93799 |
|---|---|
| Coefficient of variation (CV) | 0.83605568 |
| Kurtosis | 17.752828 |
| Mean | 290.57633 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 3.7651064 |
| Sum | 169406 |
| Variance | 59018.867 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 198 | 11 | 1.9% |
| 215 | 11 | 1.9% |
| 298 | 11 | 1.9% |
| 195 | 10 | 1.7% |
| 190 | 10 | 1.7% |
| 180 | 10 | 1.7% |
| 145 | 9 | 1.5% |
| 158 | 9 | 1.5% |
| 182 | 9 | 1.5% |
| 282 | 8 | 1.4% |
| Other values (253) | 485 |
| Value | Count | Frequency (%) |
| 63 | 1 | |
| 75 | 1 | |
| 90 | 1 | |
| 92 | 2 | |
| 97 | 1 | |
| 98 | 1 | |
| 100 | 2 | |
| 102 | 1 | |
| 103 | 1 | |
| 105 | 1 |
| Value | Count | Frequency (%) |
| 2110 | 1 | |
| 1896 | 1 | |
| 1750 | 1 | |
| 1630 | 1 | |
| 1620 | 1 | |
| 1580 | 1 | |
| 1550 | 1 | |
| 1420 | 1 | |
| 1350 | 2 | |
| 1124 | 1 |
Alamine_Aminotransferase
Real number (ℝ)
| Distinct | 152 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.713551 |
| Minimum | 10 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 23 |
| median | 35 |
| Q3 | 60.5 |
| 95-th percentile | 232 |
| Maximum | 2000 |
| Range | 1990 |
| Interquartile range (IQR) | 37.5 |
Descriptive statistics
| Standard deviation | 182.62036 |
|---|---|
| Coefficient of variation (CV) | 2.2625737 |
| Kurtosis | 50.57945 |
| Mean | 80.713551 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 6.5491919 |
| Sum | 47056 |
| Variance | 33350.194 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 25 | 4.3% |
| 20 | 23 | 3.9% |
| 22 | 18 | 3.1% |
| 28 | 17 | 2.9% |
| 21 | 17 | 2.9% |
| 18 | 17 | 2.9% |
| 30 | 15 | 2.6% |
| 48 | 14 | 2.4% |
| 15 | 14 | 2.4% |
| 24 | 13 | 2.2% |
| Other values (142) | 410 |
| Value | Count | Frequency (%) |
| 10 | 4 | 0.7% |
| 11 | 2 | 0.3% |
| 12 | 10 | |
| 13 | 4 | 0.7% |
| 14 | 8 | |
| 15 | 14 | |
| 16 | 8 | |
| 17 | 8 | |
| 18 | 17 | |
| 19 | 6 | 1.0% |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 1680 | 1 | |
| 1630 | 1 | |
| 1350 | 1 | |
| 1250 | 2 | |
| 950 | 1 | |
| 875 | 2 | |
| 790 | 1 | |
| 779 | 1 | |
| 622 | 1 |
Aspartate_Aminotransferase
Real number (ℝ)
| Distinct | 177 |
|---|---|
| Distinct (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.91081 |
| Minimum | 10 |
|---|---|
| Maximum | 4929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15.1 |
| Q1 | 25 |
| median | 42 |
| Q3 | 87 |
| 95-th percentile | 400.9 |
| Maximum | 4929 |
| Range | 4919 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 288.91853 |
|---|---|
| Coefficient of variation (CV) | 2.6286635 |
| Kurtosis | 150.91988 |
| Mean | 109.91081 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 10.546177 |
| Sum | 64078 |
| Variance | 83473.916 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 16 | 2.7% |
| 30 | 14 | 2.4% |
| 20 | 14 | 2.4% |
| 21 | 14 | 2.4% |
| 22 | 13 | 2.2% |
| 28 | 13 | 2.2% |
| 25 | 13 | 2.2% |
| 34 | 12 | 2.1% |
| 24 | 12 | 2.1% |
| 32 | 12 | 2.1% |
| Other values (167) | 450 |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.2% |
| 11 | 2 | 0.3% |
| 12 | 5 | |
| 13 | 3 | 0.5% |
| 14 | 8 | |
| 15 | 11 | |
| 16 | 9 | |
| 17 | 8 | |
| 18 | 9 | |
| 19 | 11 |
| Value | Count | Frequency (%) |
| 4929 | 1 | 0.2% |
| 2946 | 1 | 0.2% |
| 1600 | 1 | 0.2% |
| 1500 | 1 | 0.2% |
| 1050 | 2 | |
| 960 | 1 | 0.2% |
| 950 | 1 | 0.2% |
| 850 | 4 | |
| 844 | 1 | 0.2% |
| 794 | 1 | 0.2% |
Total_Protiens
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4831904 |
| Minimum | 2.7 |
|---|---|
| Maximum | 9.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 4.61 |
| Q1 | 5.8 |
| median | 6.6 |
| Q3 | 7.2 |
| 95-th percentile | 8.1 |
| Maximum | 9.6 |
| Range | 6.9 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.0854515 |
|---|---|
| Coefficient of variation (CV) | 0.16742551 |
| Kurtosis | 0.23303859 |
| Mean | 6.4831904 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | -0.28567219 |
| Sum | 3779.7 |
| Variance | 1.1782049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 32 | 5.5% |
| 6 | 30 | 5.1% |
| 6.8 | 28 | 4.8% |
| 6.9 | 25 | 4.3% |
| 6.2 | 24 | 4.1% |
| 7.1 | 22 | 3.8% |
| 7.2 | 21 | 3.6% |
| 8 | 20 | 3.4% |
| 7.3 | 18 | 3.1% |
| 5.6 | 18 | 3.1% |
| Other values (48) | 345 |
| Value | Count | Frequency (%) |
| 2.7 | 1 | 0.2% |
| 2.8 | 1 | 0.2% |
| 3 | 1 | 0.2% |
| 3.6 | 3 | |
| 3.7 | 1 | 0.2% |
| 3.8 | 2 | |
| 3.9 | 2 | |
| 4 | 2 | |
| 4.1 | 2 | |
| 4.3 | 3 |
| Value | Count | Frequency (%) |
| 9.6 | 1 | 0.2% |
| 9.5 | 1 | 0.2% |
| 9.2 | 2 | 0.3% |
| 8.9 | 1 | 0.2% |
| 8.7 | 1 | 0.2% |
| 8.6 | 3 | 0.5% |
| 8.5 | 5 | |
| 8.4 | 3 | 0.5% |
| 8.3 | 3 | 0.5% |
| 8.2 | 8 |
Albumin
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1418525 |
| Minimum | 0.9 |
|---|---|
| Maximum | 5.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.6 |
| median | 3.1 |
| Q3 | 3.8 |
| 95-th percentile | 4.39 |
| Maximum | 5.5 |
| Range | 4.6 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.79551881 |
|---|---|
| Coefficient of variation (CV) | 0.25320056 |
| Kurtosis | -0.38790481 |
| Mean | 3.1418525 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.043684729 |
| Sum | 1831.7 |
| Variance | 0.63285017 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 45 | 7.7% |
| 4 | 37 | 6.3% |
| 2.9 | 29 | 5.0% |
| 3.1 | 28 | 4.8% |
| 3.2 | 26 | 4.5% |
| 3.9 | 25 | 4.3% |
| 2.7 | 24 | 4.1% |
| 2.5 | 24 | 4.1% |
| 3.5 | 23 | 3.9% |
| 2.6 | 21 | 3.6% |
| Other values (30) | 301 |
| Value | Count | Frequency (%) |
| 0.9 | 2 | 0.3% |
| 1 | 1 | 0.2% |
| 1.4 | 3 | 0.5% |
| 1.5 | 3 | 0.5% |
| 1.6 | 8 | 1.4% |
| 1.7 | 3 | 0.5% |
| 1.8 | 12 | |
| 1.9 | 7 | 1.2% |
| 2 | 21 | |
| 2.1 | 14 |
| Value | Count | Frequency (%) |
| 5.5 | 2 | 0.3% |
| 5 | 1 | 0.2% |
| 4.9 | 4 | 0.7% |
| 4.8 | 2 | 0.3% |
| 4.7 | 3 | 0.5% |
| 4.6 | 4 | 0.7% |
| 4.5 | 6 | |
| 4.4 | 8 | |
| 4.3 | 14 | |
| 4.2 | 12 |
Albumin_and_Globulin_Ratio
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 4 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9470639 |
| Minimum | 0.3 |
|---|---|
| Maximum | 2.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.93 |
| Q3 | 1.1 |
| 95-th percentile | 1.5 |
| Maximum | 2.8 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.31959211 |
|---|---|
| Coefficient of variation (CV) | 0.33745569 |
| Kurtosis | 3.2818998 |
| Mean | 0.9470639 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.99229945 |
| Sum | 548.35 |
| Variance | 0.10213912 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 106 | |
| 0.8 | 65 | |
| 0.9 | 59 | |
| 0.7 | 53 | |
| 1.1 | 46 | |
| 1.2 | 35 | 6.0% |
| 0.6 | 31 | 5.3% |
| 0.5 | 29 | 5.0% |
| 1.3 | 25 | 4.3% |
| 1.4 | 17 | 2.9% |
| Other values (59) | 113 |
| Value | Count | Frequency (%) |
| 0.3 | 4 | 0.7% |
| 0.35 | 1 | 0.2% |
| 0.37 | 1 | 0.2% |
| 0.39 | 1 | 0.2% |
| 0.4 | 14 | |
| 0.45 | 1 | 0.2% |
| 0.46 | 1 | 0.2% |
| 0.47 | 2 | 0.3% |
| 0.48 | 1 | 0.2% |
| 0.5 | 29 |
| Value | Count | Frequency (%) |
| 2.8 | 1 | 0.2% |
| 2.5 | 2 | 0.3% |
| 1.9 | 1 | 0.2% |
| 1.85 | 2 | 0.3% |
| 1.8 | 3 | |
| 1.72 | 1 | 0.2% |
| 1.7 | 4 | |
| 1.66 | 1 | 0.2% |
| 1.6 | 5 | |
| 1.58 | 2 | 0.3% |
Dataset
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.7 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 583 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 583 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 583 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 583 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 416 | |
| 2 | 167 |
| Age | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Gender | Dataset | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.114 | 0.106 | 0.059 | -0.068 | -0.018 | -0.174 | -0.261 | -0.250 | 0.123 | 0.200 |
| Total_Bilirubin | 0.114 | 1.000 | 0.959 | 0.384 | 0.437 | 0.509 | -0.019 | -0.222 | -0.285 | 0.076 | 0.187 |
| Direct_Bilirubin | 0.106 | 0.959 | 1.000 | 0.368 | 0.412 | 0.504 | -0.020 | -0.233 | -0.298 | 0.080 | 0.214 |
| Alkaline_Phosphotase | 0.059 | 0.384 | 0.368 | 1.000 | 0.411 | 0.396 | 0.014 | -0.171 | -0.322 | 0.104 | 0.202 |
| Alamine_Aminotransferase | -0.068 | 0.437 | 0.412 | 0.411 | 1.000 | 0.774 | -0.019 | -0.053 | -0.083 | 0.000 | 0.113 |
| Aspartate_Aminotransferase | -0.018 | 0.509 | 0.504 | 0.396 | 0.774 | 1.000 | -0.085 | -0.205 | -0.209 | 0.000 | 0.093 |
| Total_Protiens | -0.174 | -0.019 | -0.020 | 0.014 | -0.019 | -0.085 | 1.000 | 0.779 | 0.273 | 0.166 | 0.000 |
| Albumin | -0.261 | -0.222 | -0.233 | -0.171 | -0.053 | -0.205 | 0.779 | 1.000 | 0.754 | 0.042 | 0.155 |
| Albumin_and_Globulin_Ratio | -0.250 | -0.285 | -0.298 | -0.322 | -0.083 | -0.209 | 0.273 | 0.754 | 1.000 | 0.000 | 0.204 |
| Gender | 0.123 | 0.076 | 0.080 | 0.104 | 0.000 | 0.000 | 0.166 | 0.042 | 0.000 | 1.000 | 0.066 |
| Dataset | 0.200 | 0.187 | 0.214 | 0.202 | 0.113 | 0.093 | 0.000 | 0.155 | 0.204 | 0.066 | 1.000 |
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 65 | Female | 0.7 | 0.1 | 187 | 16 | 18 | 6.8 | 3.3 | 0.90 | 1 |
| 1 | 62 | Male | 10.9 | 5.5 | 699 | 64 | 100 | 7.5 | 3.2 | 0.74 | 1 |
| 2 | 62 | Male | 7.3 | 4.1 | 490 | 60 | 68 | 7.0 | 3.3 | 0.89 | 1 |
| 3 | 58 | Male | 1.0 | 0.4 | 182 | 14 | 20 | 6.8 | 3.4 | 1.00 | 1 |
| 4 | 72 | Male | 3.9 | 2.0 | 195 | 27 | 59 | 7.3 | 2.4 | 0.40 | 1 |
| 5 | 46 | Male | 1.8 | 0.7 | 208 | 19 | 14 | 7.6 | 4.4 | 1.30 | 1 |
| 6 | 26 | Female | 0.9 | 0.2 | 154 | 16 | 12 | 7.0 | 3.5 | 1.00 | 1 |
| 7 | 29 | Female | 0.9 | 0.3 | 202 | 14 | 11 | 6.7 | 3.6 | 1.10 | 1 |
| 8 | 17 | Male | 0.9 | 0.3 | 202 | 22 | 19 | 7.4 | 4.1 | 1.20 | 2 |
| 9 | 55 | Male | 0.7 | 0.2 | 290 | 53 | 58 | 6.8 | 3.4 | 1.00 | 1 |
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 573 | 32 | Male | 3.7 | 1.6 | 612 | 50 | 88 | 6.2 | 1.9 | 0.40 | 1 |
| 574 | 32 | Male | 12.1 | 6.0 | 515 | 48 | 92 | 6.6 | 2.4 | 0.50 | 1 |
| 575 | 32 | Male | 25.0 | 13.7 | 560 | 41 | 88 | 7.9 | 2.5 | 2.50 | 1 |
| 576 | 32 | Male | 15.0 | 8.2 | 289 | 58 | 80 | 5.3 | 2.2 | 0.70 | 1 |
| 577 | 32 | Male | 12.7 | 8.4 | 190 | 28 | 47 | 5.4 | 2.6 | 0.90 | 1 |
| 578 | 60 | Male | 0.5 | 0.1 | 500 | 20 | 34 | 5.9 | 1.6 | 0.37 | 2 |
| 579 | 40 | Male | 0.6 | 0.1 | 98 | 35 | 31 | 6.0 | 3.2 | 1.10 | 1 |
| 580 | 52 | Male | 0.8 | 0.2 | 245 | 48 | 49 | 6.4 | 3.2 | 1.00 | 1 |
| 581 | 31 | Male | 1.3 | 0.5 | 184 | 29 | 32 | 6.8 | 3.4 | 1.00 | 1 |
| 582 | 38 | Male | 1.0 | 0.3 | 216 | 21 | 24 | 7.3 | 4.4 | 1.50 | 2 |
Most frequently occurring
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 18 | Male | 0.8 | 0.2 | 282 | 72 | 140 | 5.5 | 2.5 | 0.80 | 1 | 2 |
| 1 | 30 | Male | 1.6 | 0.4 | 332 | 84 | 139 | 5.6 | 2.7 | 0.90 | 1 | 2 |
| 2 | 31 | Male | 0.6 | 0.1 | 175 | 48 | 34 | 6.0 | 3.7 | 1.60 | 1 | 2 |
| 3 | 34 | Male | 4.1 | 2.0 | 289 | 875 | 731 | 5.0 | 2.7 | 1.10 | 1 | 2 |
| 4 | 36 | Male | 0.8 | 0.2 | 158 | 29 | 39 | 6.0 | 2.2 | 0.50 | 2 | 2 |
| 5 | 36 | Male | 5.3 | 2.3 | 145 | 32 | 92 | 5.1 | 2.6 | 1.00 | 2 | 2 |
| 6 | 38 | Female | 2.6 | 1.2 | 410 | 59 | 57 | 5.6 | 3.0 | 0.80 | 2 | 2 |
| 7 | 39 | Male | 1.9 | 0.9 | 180 | 42 | 62 | 7.4 | 4.3 | 1.38 | 1 | 2 |
| 8 | 40 | Female | 0.9 | 0.3 | 293 | 232 | 245 | 6.8 | 3.1 | 0.80 | 1 | 2 |
| 9 | 42 | Male | 8.9 | 4.5 | 272 | 31 | 61 | 5.8 | 2.0 | 0.50 | 1 | 2 |